{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import lib.models as models\n",
    "from lib.core.config import config\n",
    "from lib.core.config import update_config\n",
    "from lib.core.integral_loss import get_joint_location_result\n",
    "from lib.utils.img_utils import convert_cvimg_to_tensor\n",
    "\n",
    "from lib.utils.vis import drawskeleton, show3Dpose"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load config file\n",
    "You can specify the pretrained models, and other configuration parameters in `*.yaml` file and update the `cfg_file` parameter accordingly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "cfg_file = 'experiments/h36m/valid.yaml'\n",
    "update_config(cfg_file)\n",
    "\n",
    "torch.backends.cudnn.benchmark = config.CUDNN.BENCHMARK\n",
    "torch.backends.cudnn.deterministic = config.CUDNN.DETERMINISTIC\n",
    "torch.backends.cudnn.enabled = config.CUDNN.ENABLED\n",
    "\n",
    "image_size = config.MODEL.IMAGE_SIZE[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created model...\n",
      "Loaded pretrained weights...\n"
     ]
    }
   ],
   "source": [
    "model = models.pose3d_resnet.get_pose_net(config, is_train=False)\n",
    "gpus = [int(i) for i in config.GPUS.split(',')]\n",
    "model = torch.nn.DataParallel(model, device_ids=gpus).cuda()\n",
    "print('Created model...')\n",
    "\n",
    "checkpoint = torch.load(config.MODEL.RESUME)\n",
    "model.load_state_dict(checkpoint)\n",
    "model.eval()\n",
    "print('Loaded pretrained weights...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Read and prepocess a sample image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_path = 'sample_images/0.jpg'\n",
    "image = cv2.imread(img_path, cv2.IMREAD_COLOR | cv2.IMREAD_IGNORE_ORIENTATION)\n",
    "image = cv2.resize(image, (image_size, image_size))\n",
    "\n",
    "img_height, img_width, img_channels = image.shape\n",
    "image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
    "img_patch = convert_cvimg_to_tensor(image)\n",
    "\n",
    "mean = np.array([123.675, 116.280, 103.530])\n",
    "std = np.array([58.395, 57.120, 57.375])\n",
    "    \n",
    "# apply normalization\n",
    "for n_c in range(img_channels):\n",
    "    if mean is not None and std is not None:\n",
    "        img_patch[n_c, :, :] = (img_patch[n_c, :, :] - mean[n_c]) / std[n_c]\n",
    "img_patch = torch.from_numpy(img_patch).cuda()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds = model(img_patch[None, ...])\n",
    "preds = get_joint_location_result(image_size, image_size, preds)[0,:,:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 7))\n",
    "\n",
    "ax = fig.add_subplot('121')\n",
    "drawskeleton(image, preds, thickness=2)\n",
    "ax.imshow(image)\n",
    "\n",
    "ax = fig.add_subplot('122', projection='3d', aspect=1)\n",
    "show3Dpose(preds, ax, radius=128)\n",
    "ax.view_init(-75, -90)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
